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Intelligently compresses and optimizes context to reduce token usage by 40-60%, using deduplication, pruning, summarization, and adaptive learning.

AI 与大模型

许可证:MIT-0

MIT-0 ·免费使用、修改和重新分发。无需归因。

版本:v1.0.0

统计:⭐ 0 · 933 · 7 current installs · 7 all-time installs

0

安装量(当前) 7

🛡 VirusTotal :可疑 · OpenClaw :可疑

Package:atlaspa/openclaw-context-optimizer

安全扫描(ClawHub)

  • VirusTotal :可疑
  • OpenClaw :可疑

OpenClaw 评估

The skill mostly implements what it claims (local context compression with quota/Pro features), but several mismatches and risky design choices — notably autonomous agent payments that trust reported transaction hashes, writing data to a user config path despite metadata saying none, and an absence of an explicit install spec — make it worth a careful review before installing or granting wallet access.

目的

The code and SKILL.md align with the name: a local context compressor with learning, quotas, and a local dashboard. However the registry metadata claimed 'no required config paths' / 'instruction-only', while SKILL.md and the code explicitly store data under ~/.openclaw/openclaw-context-optimizer/ and include many source files (package.json, migrations, express, sqlite). That mismatch (metadata vs actual delivered files/behavior) is inconsiste…

说明范围

Runtime instructions and hooks modify request context, record feedback, and persist compression sessions/patterns. The skill also exposes local HTTP endpoints (dashboard and x402 endpoints) and instructs agents to autonomously subscribe via x402. Critically, the AGENT-PAYMENTS docs and IMPLEMENTATION_SUMMARY note the MVP 'trusts reported transaction hashes' (no on-chain verification), which allows an agent (or actor able to call the verify end…

安装机制

No explicit install spec was provided in registry metadata (skill treated as instruction-only), but a full Node project is included with package.json, migrations, and scripts. Installing/running will require npm deps (express, better-sqlite3) and will create files/DB locally. That is not inherently malicious, but the absence of a declared install step in metadata combined with included executable code is an incongruence worth calling out.

证书

The skill declares no required env vars, which is plausible, but it expects 'agent_wallet' values at runtime and can programmatically create payment requests and verify payments. If an agent is granted a funded wallet or permission to send txs, the skill enables autonomous spending (0.5 USDT/month) and license changes. The skill does not request cloud/API credentials, which is proportionate, but the ability to trigger payments and upgrade lice…

持久

The skill registers lifecycle hooks (request:before, request:after, session:end) that automatically modify and persist context and stats. That's expected for this kind of tool, but combined with the autonomous x402 payment flow (and the 'trust tx hash' MVP behavior), it grants an agent a path to change its tier/quota and thus affect behavior/charges without human approval. always:false and normal autonomous invocation are okay on their own, bu…

安装(复制给龙虾 AI)

将下方整段复制到龙虾中文库对话中,由龙虾按 SKILL.md 完成安装。

请把本段交给龙虾中文库(龙虾 AI)执行:为本机安装 OpenClaw 技能「Openclaw Context Optimizer」。简介:Intelligently compresses and optimizes context to reduce token usage by 40-60%,…。
请 fetch 以下地址读取 SKILL.md 并按文档完成安装:https://raw.githubusercontent.com/openclaw/skills/refs/heads/main/skills/atlaspa/openclaw-context-optimizer/SKILL.md
(来源:yingzhi8.cn 技能库)

SKILL.md

打开原始 SKILL.md(GitHub raw)

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